Prototyping Event Sourcing
In Domain Language Newsletter March 2010 we could read Eric Evans writeup on Domain Events.
Over the last few years it has become clear that it is very useful to add a new pattern to the DDD “Building Blocks” (Entities, Value Objects, Services, etc.) – Domain Events. This pattern has been around for a long time. Martin Fowler wrote a good description.
Andreas and I have lately been prototyping on some mechanism to better support Event-Driven Architecture in Sculptor. In this article I will describe how to do Event Sourcing.
A domain model typically holds current state of the world. Event Sourcing makes it possible to see how we got to this state and query how the state looked liked in the past. Essentially it means that we have to capture all changes to an application state as a sequence of events. These events can be used to reconstruct current and past states.
In the prototype we have used Martin Fowler’s shipping system example. The full source code for the sample is available on GitHub. I have developed Event Sourcing with existing Sculptor mechanisms. Next step will be to move the general pieces into the tool so that it can be easily used. I would like to share the ideas right away in this blog.
The domain model for the shipping system is very simple. Ships that carry cargo and move between ports. It looks like this in Sculptor DSL:
Entity Ship {
gap
- ShipId shipId key
String name
- Port port nullable
- Set cargos
Repository ShipRepository {
gap
inject @CargoRepository
save;
findByKey;
}
}
Entity Port {
- UnLocode unlocode key;
String city
- Country country
Repository PortRepository {
save;
findByKey;
}
}
Entity Cargo {
gap
String cargoId key
boolean hasBeenInCanada
Repository CargoRepository {
save;
findByKey;
}
}
BasicType ShipId {
String identifier key
}
"United nations location code."
BasicType UnLocode {
String identifier key
}
enum Country {
US,
CANADA
}
When a ship arrives at port it is registered in the TrackingService
, recordArrival
operation. Instead of taking that information and directly save it to current domain objects, the TrackingService
creates a DomainEvent
and pass it in to the processor for further execution.
public void recordArrival(DateTime occured, Ship ship, Port port) {
DateTime now = new DateTime();
ArrivalEvent event = new ArrivalEvent(occured, now, ship.getShipId(), port.getUnlocode());
getDomainEventProcessor().process(event);
}
The DomainEventProcessor
stores the event, which is important for audit and possibility to replay events to reconstruct past states. The DomainEventProcessor
is generic, knows nothing about the shipping domain. It dispatches the event to an EventHandler
that knows how to process the shipping specific events. As a start I use simple Spring dependency injection to select EventHandler
, but we will probably use a slightly more sophisticated mechanism later. The important thing is that the generic DomainEventProcessor
doesn’t know how to process events, so it delegates to application specific event handlers.
A useful utility for dispatching events to separate methods is available in commons beanutils. The ShippingEventHandler
looks like this (error handling removed):
public void handleEvent(DomainEvent event) {
dispatch(event);
}
/**
* Runtime dispatch to handle method with correct event parameter type
*/
protected void dispatch(DomainEvent event) {
MethodUtils.invokeMethod(this, "handle", new Object[] { event });
}
public void handle(ArrivalEvent event) {
Ship ship = getShipRepository().findByKey(event.getShip());
Port port = getPortRepository().findByKey(event.getPort());
ship.arrival(port);
getShipRepository().save(ship);
}
public void handle(DepartureEvent event) {
Ship ship = getShipRepository().findByKey(event.getShip());
Port port = getPortRepository().findByKey(event.getPort());
ship.departure(port);
getShipRepository().save(ship);
}
The events are also defined in Sculptor DSL. So far I have used ordinary ValueObjects for the events but we will add a special syntax for defining events like this:
DomainEvent ArrivalEvent {
- ShipId ship
- UnLocode port
}
DomainEvent DepartureEvent {
- ShipId ship
- UnLocode port
}
What have we done? We have made the design more complicated by an intermediate event step, but we have also a foundation for all the exciting things that can be done with Event Sourcing.
We can query the state of a ship for a specific point in time, and it is not only the state of the ship, the complete domain model can be used as usual at a specific point in time.
DateTime to = travelStart.plusDays(15);
ReplaySpecification replaySpec = new ReplaySpecification().withTo(to).withTarget(tmpDb);
domainEventProcessor.replay(replaySpec);
DbManager.setThreadInstance(tmpDb);
Ship ship = referenceDataService.getShip(shipId);
Port port = ship.getPort();
Set cargos = ship.getCargos();
When doing this prototype we have used MongoDB, which is excellent for these kind of features because:
- it is schema-less, so any event type can be stored without predefined schema
- it has low latency, so replay of events are fast
- it is easy to make new database instances and copy database, which make replay and snapshot mechanisms simple
In the above example we replay the events into a temporary database (tmpDb), a Parallel Model. This is a full featured MongoDB instance and therefore we have all the ordinary query capabilities, i.e. exactly the same domain model including repositories can be used with the temporary database as with the ordinary database.
The generic DomainEventProcessor
provides several methods to operate on the events. For example to speed up replay of large data volumes it is possible to create snapshots. Latest preceding snapshot is used as base when replaying, i.e. only the events after the snapshot time need to be processed.
The event processor module is defined like this in the prototype. The idea is that it will be provided automatically by Sculptor. Of course with customization possibilities to support variations.
Module event {
Service DomainEventProcessor {
inject @DomainEventRepository
inject @SnapshotRepository
process(@DomainEvent event);
getAllEvents => DomainEventRepository.findAll;
replayAll;
replayUpTo(DateTime timePoint);
replay(@ReplaySpecification spec);
save(List events);
String createSnapshot(DateTime timePoint);
}
abstract ValueObject DomainEvent {
gap
DateTime occured index;
DateTime recorded;
Repository DomainEventRepository {
save;
save(List entities);
findAll(PagingParameter pagingParameter);
findBetween(DateTime from, DateTime to, PagingParameter pagingParameter);
protected findByCondition(PagingParameter pagingParameter);
}
}
ValueObject ReplaySpecification {
not persistent
DateTime from nullable
DateTime to nullable
DB target nullable
}
ValueObject SnapshotInfo {
DateTime timePoint index
String name
Repository SnapshotRepository {
@SnapshotInfo findLatest(DateTime timePoint);
String snapshotName(DateTime timePoint);
@SnapshotInfo createSnapshot(DateTime timePoint);
copyDb(String fromDbName, String toDbName) => CopyDbAccessObject;
protected findByCondition;
protected save;
}
}
}
We are also prototyping how to add other event mechanisms, such as publish/subscribe and integration with various products, such as Spring Integration, Apache Camel and Akka. More about that later.